{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import signal\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import scipy\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def realignment_coeffs(data):\n",
    "    \"\"\"\n",
    "    对系数进行隔列插零\n",
    "    \"\"\"\n",
    "    z = np.zeros(data.shape[0])\n",
    "    for i in range(data.shape[1]-1,0,-1):\n",
    "        data = np.insert(data,i,z,axis=1)\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def gen_filter_coeffs(numtaps, M, window_fn=\"hamming\"):\n",
    "#         wind = scipy.signal.get_window(window_fn, numtaps*M)\n",
    "#         sinc = scipy.signal.firwin(numtaps*M, cutoff=2.0/M, window=\"hamming\")\n",
    "#         coeffs = np.zeros(wind.shape[0], dtype=complex)\n",
    "#         for k in range(wind.shape[0]):\n",
    "#             coeffs[k] = sinc[k] * wind[k]\n",
    "\n",
    "#         plt.figure(figsize=(20,8))\n",
    "#         plt.plot(np.abs(np.fft.fft(coeffs)))\n",
    "\n",
    "#         nv = np.arange(numtaps*M)\n",
    "#         for i in range(coeffs.shape[0]):\n",
    "#             coeffs[i] *= np.exp(1j * 2 * np.pi * nv[i] / M)\n",
    "\n",
    "#         plt.figure(figsize=(20,8))\n",
    "#         plt.plot(np.abs(np.fft.fft(coeffs)))\n",
    "\n",
    "#         coeffs = np.reshape(coeffs, (M, -1), order='F')\n",
    "#         coeffs = realignment_coeffs(coeffs)\n",
    "#         return coeffs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gen_filter_coeffs(numtaps, M):\n",
    "        coeffs = scipy.signal.firwin(numtaps, cutoff=2.0/M, window=\"hamming\")   \n",
    "        # coeffs = np.loadtxt(\"coeffs2.txt\")   \n",
    "        # plt.figure(figsize=(20,8))\n",
    "        # plt.plot(np.abs(np.fft.fft(coeffs)))\n",
    "        \n",
    "        coeffs = np.reshape(coeffs, (M, -1), order='F')\n",
    "        coeffs = realignment_coeffs(coeffs)\n",
    "        \n",
    "        return coeffs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"添加标记信号\"\n",
    "def add_rfi(data,channel_num):\n",
    "    freq = np.fft.fft(data)\n",
    "    freq_num = freq.shape[0] // channel_num // 2; \n",
    "    for i in range(0,channel_num+1):\n",
    "        step = freq_num // (i + 1)  \n",
    "        for j in range(i):\n",
    "            freq[freq_num * (i-1) + step * (j+1)] = 1e4\n",
    "        for k in range(i):\n",
    "            freq[freq.shape[0]-freq_num * (i) + step * (k+1)] = 1e4\n",
    "    return np.fft.ifft(freq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def realignment_data(data,channel_num,ratio=2):\n",
    "    \"\"\"\n",
    "    调整输入数据调整\n",
    "    factor: M / D\n",
    "    \"\"\"\n",
    "    # D = channel_num // factor\n",
    "    # pad = channel_num - D\n",
    "    # new_data = np.zeros(pad)\n",
    "    # for i in range(0,data.shape[0],D):\n",
    "    #     new_data = np.append(new_data,data[i:i+D])\n",
    "    #     # new_data = np.append(new_data,np.flip(data[i+D-pad:i+D]))\n",
    "    # new_data = np.append(new_data,data[i+D-pad:i+D])\n",
    "    disp_len = int(np.ceil(2*data.size / channel_num))\n",
    "    patch_size = int(disp_len * channel_num - data.size)\n",
    "    patch_data = np.concatenate((data, np.zeros(patch_size)))\n",
    "    reshape_data = np.reshape(patch_data, (channel_num, -1), order='F')\n",
    "    polyphase_data = np.zeros(reshape_data.shape)  \n",
    "              \n",
    "    for i in range(reshape_data.shape[1] - channel_num):\n",
    "        polyphase_data[:,i] = data[(i*8):(i*8 + 16)][::-1]\n",
    "        \n",
    "    return polyphase_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def polyphase_filter(data,filter_coeffs,channel_num):    \n",
    "    polyphase_data = realignment_data(data, channel_num)\n",
    "    \n",
    "    filt_data = np.zeros(polyphase_data.shape)\n",
    "    for k in range(channel_num):\n",
    "        filt_data[k] = scipy.signal.lfilter(filter_coeffs[k], 1, polyphase_data[k])\n",
    "\n",
    "    dispatch_data = scipy.fft.ifft(filt_data, axis=0)\n",
    "    return dispatch_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "channel_num = 16\n",
    "numtaps = 64\n",
    "# data = np.loadtxt(\"text.txt\")\n",
    "data = np.loadtxt(\"data_rfi6.txt\")\n",
    "\n",
    "# data = add_rfi(data,channel_num//2)\n",
    "# data = add_flag(data, channel_num)\n",
    "filter_coeffs = gen_filter_coeffs(numtaps, channel_num)\n",
    "freq = polyphase_filter(data,filter_coeffs,channel_num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(20,8))\n",
    "# plt.set_yticks(np.arange(10,90,10))\n",
    "# plt.yticks([0,10, 20, 30,40, 50, 60, 70,80, 90],['-90', '-80', '-70','-60', '-50', '-40', '-30','-20', '-10', '0'])\n",
    "# plt.plot(20*np.log10(np.abs(np.fft.fft(data))[0:6400]))\n",
    "y=20*np.log10(np.abs(np.fft.fft(data))[0:6400])\n",
    "plt.plot(y-y.max())\n",
    "plt.xlabel('Sampling points number')\n",
    "plt.ylabel('Log-Magnitude[dB]')\n",
    "plt.savefig(\"Log-Magnitude-band.svg\",dpi=250,bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fig,subs=plt.subplots(8,1,figsize=(18,45))\n",
    "# # 8通道\n",
    "# i = j = 0\n",
    "# for i in range(8):\n",
    "#     if i % 2 == 0:\n",
    "#         subs[i].plot(np.fft.fftshift(np.abs(np.fft.fft(freq[i]))))\n",
    "#     else:\n",
    "#         subs[i].plot(np.abs(np.fft.fft(freq[i])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.pyplot import plot\n",
    "plt.figure(figsize=(20,8))\n",
    "# 8通道\n",
    "i = j = 0\n",
    "y1=np.abs(np.fft.fft(freq[0])/100)\n",
    "plt.plot(np.arange(0,400),np.fft.fftshift(y1)[800:1200])\n",
    "for i in range(1,8):\n",
    "    if i % 2 == 0:\n",
    "        y2=np.fft.fftshift(np.abs(np.fft.fft(freq[i])/100))[400:1200]\n",
    "        plt.plot(np.arange(800*i-400,400+800*i),y2)\n",
    "    else:\n",
    "        y3=np.abs(np.fft.fft(freq[i])/100)[400:1200]\n",
    "        plt.plot(np.arange(800*i-400,400+800*i),y3)\n",
    "y4=np.abs(np.fft.fft(freq[8])/100)[1200:1600]\n",
    "plt.plot(np.arange(6000,6400),y4) \n",
    "plt.xlabel('Sampling points number')\n",
    "plt.ylabel('Normalized Amplitude')\n",
    "plt.savefig(\"OSPFB-band.svg\",dpi=250,bbox_inches='tight')\n",
    "# plt.ylim(0,5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "# 8通道\n",
    "i = j = 0\n",
    "y1=20*np.log10(np.abs(np.fft.fft(freq[0])))\n",
    "plt.plot(np.arange(0,400),np.fft.fftshift(y1-y1.max())[800:1200])\n",
    "for i in range(1,8):\n",
    "    if i % 2 == 0:\n",
    "        y2=np.fft.fftshift(20*np.log10(np.abs(np.fft.fft(freq[i]))))[400:1200]\n",
    "        plt.plot(np.arange(800*i-400,400+800*i),y2-y2.max())\n",
    "    else:\n",
    "        y3=20*np.log10(np.abs(np.fft.fft(freq[i])))[400:1200]\n",
    "        plt.plot(np.arange(800*i-400,400+800*i),y3-y3.max())\n",
    "y4=20*np.log10(np.abs(np.fft.fft(freq[8])))[1200:1600]\n",
    "plt.plot(np.arange(6000,6400),y4-y4.max()-15)\n",
    "plt.xlabel('Sampling points number')\n",
    "plt.ylabel('Log-Magnitude[dB]')\n",
    "plt.savefig(\"Log-OSPFB-band.svg\",dpi=250,bbox_inches='tight')\n",
    "# plt.ylim(0,5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "# for i in range(4):\n",
    "#     if i % 2 == 0:\n",
    "#         plt.plot(np.arange(1600*i,1600*(i+1)),np.fft.fftshift(np.abs(np.fft.fft(freq[i]))))\n",
    "#     else:\n",
    "#         plt.plot(np.arange(800*i,800*(i+2)),np.abs(np.fft.fft(freq[i])))\n",
    "\n",
    "# plt.plot(np.arange(0,800),np.fft.fftshift(np.abs(np.fft.fft(freq[0])))[800:1600])\n",
    "plt.plot(np.arange(0,1600),np.abs(np.fft.fft(freq[1])),linewidth = '7',alpha=0.7)\n",
    "plt.plot(np.arange(800,2400),np.fft.fftshift(np.abs(np.fft.fft(freq[2]))))\n",
    "plt.plot(np.arange(1600,3200),np.abs(np.fft.fft(freq[3])),linewidth = '7',alpha=0.6)\n",
    "plt.plot(np.arange(2400,4000),np.fft.fftshift(np.abs(np.fft.fft(freq[4]))))\n",
    "plt.ylabel(\"Power\")\n",
    "plt.xlabel(\"Sampling points number\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "ad2bdc8ecc057115af97d19610ffacc2b4e99fae6737bb82f5d7fb13d2f2c186"
  },
  "kernelspec": {
   "display_name": "Python 3.9.12 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
